Overview
Brought to you by YData
Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 500 |
| Missing cells | 280 |
| Missing cells (%) | 2.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 176.3 B |
Variable types
| Text | 2 |
|---|---|
| Categorical | 5 |
| Numeric | 12 |
| DateTime | 3 |
irrigation_type has 150 (30.0%) missing values | Missing |
crop_disease_status has 130 (26.0%) missing values | Missing |
farm_id has unique values | Unique |
yield_kg_per_hectare has unique values | Unique |
sensor_id has unique values | Unique |
latitude has unique values | Unique |
longitude has unique values | Unique |
Reproduction
| Analysis started | 2025-06-09 12:10:30.463629 |
|---|---|
| Analysis finished | 2025-06-09 12:11:00.687397 |
| Duration | 30.22 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
farm_id
Text
Unique 
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 500 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | FARM0001 |
|---|---|
| 2nd row | FARM0002 |
| 3rd row | FARM0003 |
| 4th row | FARM0004 |
| 5th row | FARM0005 |
| Value | Count | Frequency (%) |
| farm0005 | 1 | 0.2% |
| farm0500 | 1 | 0.2% |
| farm0001 | 1 | 0.2% |
| farm0002 | 1 | 0.2% |
| farm0485 | 1 | 0.2% |
| farm0486 | 1 | 0.2% |
| farm0487 | 1 | 0.2% |
| farm0488 | 1 | 0.2% |
| farm0489 | 1 | 0.2% |
| farm0490 | 1 | 0.2% |
| Other values (490) | 490 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 699 | |
| F | 500 | |
| A | 500 | |
| R | 500 | |
| M | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| Other values (4) | 400 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 699 | |
| F | 500 | |
| A | 500 | |
| R | 500 | |
| M | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| Other values (4) | 400 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 699 | |
| F | 500 | |
| A | 500 | |
| R | 500 | |
| M | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| Other values (4) | 400 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 699 | |
| F | 500 | |
| A | 500 | |
| R | 500 | |
| M | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| Other values (4) | 400 |
region
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Central USA | |
|---|---|
| East Africa | |
| North India | |
| South USA | |
| South India |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.624 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | North India |
|---|---|
| 2nd row | South USA |
| 3rd row | South USA |
| 4th row | Central USA |
| 5th row | Central USA |
Common Values
| Value | Count | Frequency (%) |
| Central USA | 109 | |
| East Africa | 107 | |
| North India | 99 | |
| South USA | 94 | |
| South India | 91 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| usa | 203 | |
| india | 190 | |
| south | 185 | |
| central | 109 | |
| east | 107 | |
| africa | 107 | |
| north | 99 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 513 | 9.7% |
| t | 500 | 9.4% |
| 500 | 9.4% | |
| S | 388 | 7.3% |
| r | 315 | 5.9% |
| A | 310 | 5.8% |
| n | 299 | 5.6% |
| i | 297 | 5.6% |
| o | 284 | 5.3% |
| h | 284 | 5.3% |
| Other values (12) | 1622 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5312 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 513 | 9.7% |
| t | 500 | 9.4% |
| 500 | 9.4% | |
| S | 388 | 7.3% |
| r | 315 | 5.9% |
| A | 310 | 5.8% |
| n | 299 | 5.6% |
| i | 297 | 5.6% |
| o | 284 | 5.3% |
| h | 284 | 5.3% |
| Other values (12) | 1622 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5312 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 513 | 9.7% |
| t | 500 | 9.4% |
| 500 | 9.4% | |
| S | 388 | 7.3% |
| r | 315 | 5.9% |
| A | 310 | 5.8% |
| n | 299 | 5.6% |
| i | 297 | 5.6% |
| o | 284 | 5.3% |
| h | 284 | 5.3% |
| Other values (12) | 1622 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5312 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 513 | 9.7% |
| t | 500 | 9.4% |
| 500 | 9.4% | |
| S | 388 | 7.3% |
| r | 315 | 5.9% |
| A | 310 | 5.8% |
| n | 299 | 5.6% |
| i | 297 | 5.6% |
| o | 284 | 5.3% |
| h | 284 | 5.3% |
| Other values (12) | 1622 |
crop_type
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Maize | |
|---|---|
| Soybean | |
| Cotton | |
| Wheat | |
| Rice |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.482 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Wheat |
|---|---|
| 2nd row | Soybean |
| 3rd row | Wheat |
| 4th row | Maize |
| 5th row | Cotton |
Common Values
| Value | Count | Frequency (%) |
| Maize | 111 | |
| Soybean | 108 | |
| Cotton | 107 | |
| Wheat | 92 | |
| Rice | 82 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| maize | 111 | |
| soybean | 108 | |
| cotton | 107 | |
| wheat | 92 | |
| rice | 82 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 393 | |
| o | 322 | |
| a | 311 | |
| t | 306 | |
| n | 215 | 7.8% |
| i | 193 | 7.0% |
| z | 111 | 4.0% |
| M | 111 | 4.0% |
| y | 108 | 3.9% |
| S | 108 | 3.9% |
| Other values (6) | 563 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2741 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 393 | |
| o | 322 | |
| a | 311 | |
| t | 306 | |
| n | 215 | 7.8% |
| i | 193 | 7.0% |
| z | 111 | 4.0% |
| M | 111 | 4.0% |
| y | 108 | 3.9% |
| S | 108 | 3.9% |
| Other values (6) | 563 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2741 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 393 | |
| o | 322 | |
| a | 311 | |
| t | 306 | |
| n | 215 | 7.8% |
| i | 193 | 7.0% |
| z | 111 | 4.0% |
| M | 111 | 4.0% |
| y | 108 | 3.9% |
| S | 108 | 3.9% |
| Other values (6) | 563 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2741 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 393 | |
| o | 322 | |
| a | 311 | |
| t | 306 | |
| n | 215 | 7.8% |
| i | 193 | 7.0% |
| z | 111 | 4.0% |
| M | 111 | 4.0% |
| y | 108 | 3.9% |
| S | 108 | 3.9% |
| Other values (6) | 563 |
soil_moisture_%
Real number (ℝ)
| Distinct | 475 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.75014 |
| Minimum | 10.16 |
|---|---|
| Maximum | 44.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 10.16 |
|---|---|
| 5-th percentile | 11.5895 |
| Q1 | 17.89 |
| median | 25.855 |
| Q3 | 36.0225 |
| 95-th percentile | 42.6505 |
| Maximum | 44.98 |
| Range | 34.82 |
| Interquartile range (IQR) | 18.1325 |
Descriptive statistics
| Standard deviation | 10.150053 |
|---|---|
| Coefficient of variation (CV) | 0.37943925 |
| Kurtosis | -1.2380887 |
| Mean | 26.75014 |
| Median Absolute Deviation (MAD) | 8.755 |
| Skewness | 0.12396359 |
| Sum | 13375.07 |
| Variance | 103.02358 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.25 | 4 | 0.8% |
| 12.8 | 3 | 0.6% |
| 32.56 | 3 | 0.6% |
| 35.65 | 2 | 0.4% |
| 18.22 | 2 | 0.4% |
| 11.54 | 2 | 0.4% |
| 27.35 | 2 | 0.4% |
| 28.81 | 2 | 0.4% |
| 35.35 | 2 | 0.4% |
| 42.64 | 2 | 0.4% |
| Other values (465) | 476 |
| Value | Count | Frequency (%) |
| 10.16 | 1 | |
| 10.22 | 1 | |
| 10.25 | 1 | |
| 10.26 | 1 | |
| 10.27 | 1 | |
| 10.28 | 2 | |
| 10.31 | 1 | |
| 10.34 | 1 | |
| 10.45 | 1 | |
| 10.66 | 1 |
| Value | Count | Frequency (%) |
| 44.98 | 1 | |
| 44.93 | 1 | |
| 44.91 | 1 | |
| 44.69 | 1 | |
| 44.64 | 1 | |
| 44.2 | 1 | |
| 44.18 | 1 | |
| 44.16 | 1 | |
| 44.13 | 1 | |
| 43.89 | 1 |
soil_pH
Real number (ℝ)
| Distinct | 184 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.52398 |
| Minimum | 5.51 |
|---|---|
| Maximum | 7.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 5.51 |
|---|---|
| 5-th percentile | 5.6 |
| Q1 | 6.03 |
| median | 6.53 |
| Q3 | 7.04 |
| 95-th percentile | 7.43 |
| Maximum | 7.5 |
| Range | 1.99 |
| Interquartile range (IQR) | 1.01 |
Descriptive statistics
| Standard deviation | 0.58555829 |
|---|---|
| Coefficient of variation (CV) | 0.089754765 |
| Kurtosis | -1.2127359 |
| Mean | 6.52398 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.033405268 |
| Sum | 3261.99 |
| Variance | 0.34287852 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.97 | 7 | 1.4% |
| 6.33 | 7 | 1.4% |
| 6.3 | 6 | 1.2% |
| 7.04 | 6 | 1.2% |
| 7.3 | 6 | 1.2% |
| 6.78 | 6 | 1.2% |
| 5.6 | 6 | 1.2% |
| 6.36 | 5 | 1.0% |
| 7.05 | 5 | 1.0% |
| 6.08 | 5 | 1.0% |
| Other values (174) | 441 |
| Value | Count | Frequency (%) |
| 5.51 | 5 | |
| 5.52 | 1 | 0.2% |
| 5.53 | 2 | 0.4% |
| 5.54 | 3 | |
| 5.55 | 1 | 0.2% |
| 5.56 | 2 | 0.4% |
| 5.57 | 3 | |
| 5.58 | 3 | |
| 5.6 | 6 | |
| 5.61 | 3 |
| Value | Count | Frequency (%) |
| 7.5 | 1 | 0.2% |
| 7.49 | 5 | |
| 7.48 | 1 | 0.2% |
| 7.47 | 5 | |
| 7.46 | 4 | |
| 7.45 | 1 | 0.2% |
| 7.44 | 5 | |
| 7.43 | 5 | |
| 7.42 | 2 | 0.4% |
| 7.41 | 5 |
temperature_C
Real number (ℝ)
| Distinct | 448 |
|---|---|
| Distinct (%) | 89.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.67574 |
| Minimum | 15 |
|---|---|
| Maximum | 34.84 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 16.18 |
| Q1 | 20.295 |
| median | 24.655 |
| Q3 | 29.09 |
| 95-th percentile | 33.3915 |
| Maximum | 34.84 |
| Range | 19.84 |
| Interquartile range (IQR) | 8.795 |
Descriptive statistics
| Standard deviation | 5.3488986 |
|---|---|
| Coefficient of variation (CV) | 0.2167675 |
| Kurtosis | -1.0744021 |
| Mean | 24.67574 |
| Median Absolute Deviation (MAD) | 4.425 |
| Skewness | 0.008958518 |
| Sum | 12337.87 |
| Variance | 28.610716 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.83 | 3 | 0.6% |
| 16.18 | 3 | 0.6% |
| 29.66 | 3 | 0.6% |
| 26.28 | 2 | 0.4% |
| 18.85 | 2 | 0.4% |
| 25.68 | 2 | 0.4% |
| 21.04 | 2 | 0.4% |
| 29.09 | 2 | 0.4% |
| 26.36 | 2 | 0.4% |
| 24.1 | 2 | 0.4% |
| Other values (438) | 477 |
| Value | Count | Frequency (%) |
| 15 | 1 | |
| 15.01 | 1 | |
| 15.04 | 1 | |
| 15.11 | 1 | |
| 15.2 | 1 | |
| 15.21 | 1 | |
| 15.23 | 1 | |
| 15.25 | 1 | |
| 15.3 | 1 | |
| 15.39 | 1 |
| Value | Count | Frequency (%) |
| 34.84 | 1 | |
| 34.71 | 1 | |
| 34.52 | 1 | |
| 34.44 | 1 | |
| 34.4 | 1 | |
| 34.33 | 2 | |
| 34.19 | 1 | |
| 34.09 | 1 | |
| 34.01 | 1 | |
| 33.95 | 1 |
rainfall_mm
Real number (ℝ)
| Distinct | 496 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 181.68574 |
| Minimum | 50.17 |
|---|---|
| Maximum | 298.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 50.17 |
|---|---|
| 5-th percentile | 65.351 |
| Q1 | 119.2175 |
| median | 191.545 |
| Q3 | 239.035 |
| 95-th percentile | 289.178 |
| Maximum | 298.96 |
| Range | 248.79 |
| Interquartile range (IQR) | 119.8175 |
Descriptive statistics
| Standard deviation | 72.293091 |
|---|---|
| Coefficient of variation (CV) | 0.39790185 |
| Kurtosis | -1.2095439 |
| Mean | 181.68574 |
| Median Absolute Deviation (MAD) | 60.21 |
| Skewness | -0.15098075 |
| Sum | 90842.87 |
| Variance | 5226.2911 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 88.3 | 2 | 0.4% |
| 88.64 | 2 | 0.4% |
| 79.51 | 2 | 0.4% |
| 137.08 | 2 | 0.4% |
| 90.2 | 1 | 0.2% |
| 294.51 | 1 | 0.2% |
| 298.52 | 1 | 0.2% |
| 195.86 | 1 | 0.2% |
| 194.94 | 1 | 0.2% |
| 125.81 | 1 | 0.2% |
| Other values (486) | 486 |
| Value | Count | Frequency (%) |
| 50.17 | 1 | |
| 52.35 | 1 | |
| 52.36 | 1 | |
| 52.38 | 1 | |
| 52.42 | 1 | |
| 52.64 | 1 | |
| 55.13 | 1 | |
| 57.19 | 1 | |
| 58.47 | 1 | |
| 59 | 1 |
| Value | Count | Frequency (%) |
| 298.96 | 1 | |
| 298.52 | 1 | |
| 298.09 | 1 | |
| 298.08 | 1 | |
| 297.67 | 1 | |
| 296.33 | 1 | |
| 296.11 | 1 | |
| 295.96 | 1 | |
| 295.95 | 1 | |
| 295.74 | 1 |
humidity_%
Real number (ℝ)
| Distinct | 481 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.19446 |
| Minimum | 40.23 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 40.23 |
|---|---|
| 5-th percentile | 42.1025 |
| Q1 | 51.865 |
| median | 65.685 |
| Q3 | 77.995 |
| 95-th percentile | 87.381 |
| Maximum | 90 |
| Range | 49.77 |
| Interquartile range (IQR) | 26.13 |
Descriptive statistics
| Standard deviation | 14.642849 |
|---|---|
| Coefficient of variation (CV) | 0.22460266 |
| Kurtosis | -1.274798 |
| Mean | 65.19446 |
| Median Absolute Deviation (MAD) | 12.92 |
| Skewness | -0.055725637 |
| Sum | 32597.23 |
| Variance | 214.41303 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49.2 | 3 | 0.6% |
| 77.96 | 2 | 0.4% |
| 61.31 | 2 | 0.4% |
| 79.3 | 2 | 0.4% |
| 81.08 | 2 | 0.4% |
| 84.2 | 2 | 0.4% |
| 82.29 | 2 | 0.4% |
| 73.84 | 2 | 0.4% |
| 73.68 | 2 | 0.4% |
| 85.69 | 2 | 0.4% |
| Other values (471) | 479 |
| Value | Count | Frequency (%) |
| 40.23 | 1 | |
| 40.29 | 1 | |
| 40.42 | 1 | |
| 40.45 | 1 | |
| 40.57 | 1 | |
| 40.59 | 1 | |
| 40.62 | 1 | |
| 40.64 | 1 | |
| 40.78 | 1 | |
| 40.83 | 1 |
| Value | Count | Frequency (%) |
| 90 | 1 | |
| 89.84 | 2 | |
| 89.74 | 1 | |
| 89.42 | 1 | |
| 89.36 | 1 | |
| 89.29 | 1 | |
| 89.15 | 1 | |
| 89.14 | 1 | |
| 88.92 | 1 | |
| 88.82 | 1 |
sunlight_hours
Real number (ℝ)
| Distinct | 332 |
|---|---|
| Distinct (%) | 66.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.03014 |
| Minimum | 4.01 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 4.01 |
|---|---|
| 5-th percentile | 4.4 |
| Q1 | 5.6675 |
| median | 6.995 |
| Q3 | 8.47 |
| 95-th percentile | 9.711 |
| Maximum | 10 |
| Range | 5.99 |
| Interquartile range (IQR) | 2.8025 |
Descriptive statistics
| Standard deviation | 1.6916704 |
|---|---|
| Coefficient of variation (CV) | 0.24063112 |
| Kurtosis | -1.1452539 |
| Mean | 7.03014 |
| Median Absolute Deviation (MAD) | 1.385 |
| Skewness | 0.015783466 |
| Sum | 3515.07 |
| Variance | 2.8617489 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.96 | 6 | 1.2% |
| 5.82 | 5 | 1.0% |
| 5.81 | 4 | 0.8% |
| 4.41 | 4 | 0.8% |
| 6.3 | 4 | 0.8% |
| 4.02 | 4 | 0.8% |
| 5.98 | 4 | 0.8% |
| 5.66 | 4 | 0.8% |
| 6.01 | 4 | 0.8% |
| 5.34 | 4 | 0.8% |
| Other values (322) | 457 |
| Value | Count | Frequency (%) |
| 4.01 | 1 | 0.2% |
| 4.02 | 4 | |
| 4.03 | 1 | 0.2% |
| 4.04 | 1 | 0.2% |
| 4.05 | 1 | 0.2% |
| 4.08 | 1 | 0.2% |
| 4.1 | 1 | 0.2% |
| 4.11 | 3 | |
| 4.15 | 1 | 0.2% |
| 4.22 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 10 | 1 | 0.2% |
| 9.98 | 2 | |
| 9.95 | 1 | 0.2% |
| 9.94 | 1 | 0.2% |
| 9.92 | 1 | 0.2% |
| 9.9 | 1 | 0.2% |
| 9.89 | 3 | |
| 9.88 | 3 | |
| 9.87 | 1 | 0.2% |
| 9.85 | 1 | 0.2% |
irrigation_type
Categorical
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 150 |
| Missing (%) | 30.0% |
| Memory size | 4.0 KiB |
| Sprinkler | |
|---|---|
| Manual | |
| Drip |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 6.4028571 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sprinkler |
|---|---|
| 2nd row | Drip |
| 3rd row | Sprinkler |
| 4th row | Sprinkler |
| 5th row | Manual |
Common Values
| Value | Count | Frequency (%) |
| Sprinkler | 121 | |
| Manual | 118 | |
| Drip | 111 | |
| (Missing) | 150 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sprinkler | 121 | |
| manual | 118 | |
| drip | 111 |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 353 | |
| n | 239 | |
| l | 239 | |
| a | 236 | |
| p | 232 | |
| i | 232 | |
| S | 121 | 5.4% |
| k | 121 | 5.4% |
| e | 121 | 5.4% |
| M | 118 | 5.3% |
| Other values (2) | 229 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2241 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 353 | |
| n | 239 | |
| l | 239 | |
| a | 236 | |
| p | 232 | |
| i | 232 | |
| S | 121 | 5.4% |
| k | 121 | 5.4% |
| e | 121 | 5.4% |
| M | 118 | 5.3% |
| Other values (2) | 229 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2241 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 353 | |
| n | 239 | |
| l | 239 | |
| a | 236 | |
| p | 232 | |
| i | 232 | |
| S | 121 | 5.4% |
| k | 121 | 5.4% |
| e | 121 | 5.4% |
| M | 118 | 5.3% |
| Other values (2) | 229 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2241 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 353 | |
| n | 239 | |
| l | 239 | |
| a | 236 | |
| p | 232 | |
| i | 232 | |
| S | 121 | 5.4% |
| k | 121 | 5.4% |
| e | 121 | 5.4% |
| M | 118 | 5.3% |
| Other values (2) | 229 |
fertilizer_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Inorganic | |
|---|---|
| Mixed | |
| Organic |
Length
| Max length | 9 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Organic |
|---|---|
| 2nd row | Inorganic |
| 3rd row | Mixed |
| 4th row | Organic |
| 5th row | Mixed |
Common Values
| Value | Count | Frequency (%) |
| Inorganic | 167 | |
| Mixed | 167 | |
| Organic | 166 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| inorganic | 167 | |
| mixed | 167 | |
| organic | 166 |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 500 | |
| i | 500 | |
| g | 333 | |
| a | 333 | |
| r | 333 | |
| c | 333 | |
| I | 167 | 4.8% |
| o | 167 | 4.8% |
| M | 167 | 4.8% |
| x | 167 | 4.8% |
| Other values (3) | 500 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3500 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 500 | |
| i | 500 | |
| g | 333 | |
| a | 333 | |
| r | 333 | |
| c | 333 | |
| I | 167 | 4.8% |
| o | 167 | 4.8% |
| M | 167 | 4.8% |
| x | 167 | 4.8% |
| Other values (3) | 500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3500 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 500 | |
| i | 500 | |
| g | 333 | |
| a | 333 | |
| r | 333 | |
| c | 333 | |
| I | 167 | 4.8% |
| o | 167 | 4.8% |
| M | 167 | 4.8% |
| x | 167 | 4.8% |
| Other values (3) | 500 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3500 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 500 | |
| i | 500 | |
| g | 333 | |
| a | 333 | |
| r | 333 | |
| c | 333 | |
| I | 167 | 4.8% |
| o | 167 | 4.8% |
| M | 167 | 4.8% |
| x | 167 | 4.8% |
| Other values (3) | 500 |
pesticide_usage_ml
Real number (ℝ)
| Distinct | 469 |
|---|---|
| Distinct (%) | 93.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.58698 |
| Minimum | 5.05 |
|---|---|
| Maximum | 49.94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 5.05 |
|---|---|
| 5-th percentile | 6.708 |
| Q1 | 14.945 |
| median | 25.98 |
| Q3 | 38.005 |
| 95-th percentile | 47.8305 |
| Maximum | 49.94 |
| Range | 44.89 |
| Interquartile range (IQR) | 23.06 |
Descriptive statistics
| Standard deviation | 13.202429 |
|---|---|
| Coefficient of variation (CV) | 0.49657499 |
| Kurtosis | -1.2078285 |
| Mean | 26.58698 |
| Median Absolute Deviation (MAD) | 11.64 |
| Skewness | 0.065294352 |
| Sum | 13293.49 |
| Variance | 174.30414 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 43.41 | 2 | 0.4% |
| 35.05 | 2 | 0.4% |
| 16 | 2 | 0.4% |
| 39.61 | 2 | 0.4% |
| 43.3 | 2 | 0.4% |
| 31.01 | 2 | 0.4% |
| 47.83 | 2 | 0.4% |
| 7.6 | 2 | 0.4% |
| 49.73 | 2 | 0.4% |
| 42.83 | 2 | 0.4% |
| Other values (459) | 480 |
| Value | Count | Frequency (%) |
| 5.05 | 1 | |
| 5.07 | 1 | |
| 5.3 | 1 | |
| 5.32 | 1 | |
| 5.36 | 1 | |
| 5.42 | 1 | |
| 5.51 | 1 | |
| 5.57 | 1 | |
| 5.62 | 1 | |
| 5.63 | 1 |
| Value | Count | Frequency (%) |
| 49.94 | 1 | |
| 49.93 | 1 | |
| 49.91 | 1 | |
| 49.88 | 1 | |
| 49.78 | 1 | |
| 49.73 | 2 | |
| 49.68 | 1 | |
| 49.66 | 1 | |
| 49.48 | 1 | |
| 49.46 | 1 |
sowing_date
Date
| Distinct | 84 |
|---|---|
| Distinct (%) | 16.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Minimum | 2024-01-01 00:00:00 |
|---|---|
| Maximum | 2024-03-28 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
harvest_date
Date
| Distinct | 123 |
|---|---|
| Distinct (%) | 24.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Minimum | 2024-04-09 00:00:00 |
|---|---|
| Maximum | 2024-08-17 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
total_days
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 12.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 119.496 |
| Minimum | 90 |
|---|---|
| Maximum | 150 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 90 |
|---|---|
| 5-th percentile | 94 |
| Q1 | 105.75 |
| median | 119 |
| Q3 | 134 |
| 95-th percentile | 146 |
| Maximum | 150 |
| Range | 60 |
| Interquartile range (IQR) | 28.25 |
Descriptive statistics
| Standard deviation | 16.798046 |
|---|---|
| Coefficient of variation (CV) | 0.14057412 |
| Kurtosis | -1.154153 |
| Mean | 119.496 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.057205139 |
| Sum | 59748 |
| Variance | 282.17433 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 115 | 18 | 3.6% |
| 131 | 15 | 3.0% |
| 102 | 13 | 2.6% |
| 97 | 13 | 2.6% |
| 107 | 12 | 2.4% |
| 119 | 12 | 2.4% |
| 133 | 12 | 2.4% |
| 106 | 12 | 2.4% |
| 145 | 12 | 2.4% |
| 101 | 12 | 2.4% |
| Other values (51) | 369 |
| Value | Count | Frequency (%) |
| 90 | 5 | 1.0% |
| 91 | 7 | |
| 92 | 6 | |
| 93 | 3 | 0.6% |
| 94 | 10 | |
| 95 | 5 | 1.0% |
| 96 | 9 | |
| 97 | 13 | |
| 98 | 7 | |
| 99 | 8 |
| Value | Count | Frequency (%) |
| 150 | 7 | |
| 149 | 5 | |
| 148 | 3 | 0.6% |
| 147 | 8 | |
| 146 | 3 | 0.6% |
| 145 | 12 | |
| 144 | 10 | |
| 143 | 6 | |
| 142 | 10 | |
| 141 | 5 |
yield_kg_per_hectare
Real number (ℝ)
Unique 
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4032.9269 |
| Minimum | 2023.56 |
|---|---|
| Maximum | 5998.29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 2023.56 |
|---|---|
| 5-th percentile | 2200.5295 |
| Q1 | 2994.82 |
| median | 4071.69 |
| Q3 | 5062.11 |
| 95-th percentile | 5837.0905 |
| Maximum | 5998.29 |
| Range | 3974.73 |
| Interquartile range (IQR) | 2067.29 |
Descriptive statistics
| Standard deviation | 1174.433 |
|---|---|
| Coefficient of variation (CV) | 0.29121109 |
| Kurtosis | -1.2585363 |
| Mean | 4032.9269 |
| Median Absolute Deviation (MAD) | 1040.735 |
| Skewness | -0.028317805 |
| Sum | 2016463.5 |
| Variance | 1379293 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5891.4 | 1 | 0.2% |
| 4408.07 | 1 | 0.2% |
| 5389.98 | 1 | 0.2% |
| 2931.16 | 1 | 0.2% |
| 2594.9 | 1 | 0.2% |
| 3715.81 | 1 | 0.2% |
| 3555.39 | 1 | 0.2% |
| 3684.22 | 1 | 0.2% |
| 3882.79 | 1 | 0.2% |
| 2023.56 | 1 | 0.2% |
| Other values (490) | 490 |
| Value | Count | Frequency (%) |
| 2023.56 | 1 | |
| 2029.16 | 1 | |
| 2043.13 | 1 | |
| 2046.41 | 1 | |
| 2049.06 | 1 | |
| 2050.61 | 1 | |
| 2066.52 | 1 | |
| 2066.9 | 1 | |
| 2067.56 | 1 | |
| 2077.58 | 1 |
| Value | Count | Frequency (%) |
| 5998.29 | 1 | |
| 5980.83 | 1 | |
| 5978.14 | 1 | |
| 5970.39 | 1 | |
| 5960.64 | 1 | |
| 5957.61 | 1 | |
| 5954.03 | 1 | |
| 5953.33 | 1 | |
| 5952.62 | 1 | |
| 5924.44 | 1 |
sensor_id
Text
Unique 
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 500 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | SENS0001 |
|---|---|
| 2nd row | SENS0002 |
| 3rd row | SENS0003 |
| 4th row | SENS0004 |
| 5th row | SENS0005 |
| Value | Count | Frequency (%) |
| sens0005 | 1 | 0.2% |
| sens0500 | 1 | 0.2% |
| sens0001 | 1 | 0.2% |
| sens0002 | 1 | 0.2% |
| sens0485 | 1 | 0.2% |
| sens0486 | 1 | 0.2% |
| sens0487 | 1 | 0.2% |
| sens0488 | 1 | 0.2% |
| sens0489 | 1 | 0.2% |
| sens0490 | 1 | 0.2% |
| Other values (490) | 490 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1000 | |
| 0 | 699 | |
| E | 500 | |
| N | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| 8 | 100 | 2.5% |
| Other values (3) | 300 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 1000 | |
| 0 | 699 | |
| E | 500 | |
| N | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| 8 | 100 | 2.5% |
| Other values (3) | 300 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 1000 | |
| 0 | 699 | |
| E | 500 | |
| N | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| 8 | 100 | 2.5% |
| Other values (3) | 300 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 1000 | |
| 0 | 699 | |
| E | 500 | |
| N | 500 | |
| 1 | 200 | 5.0% |
| 3 | 200 | 5.0% |
| 2 | 200 | 5.0% |
| 4 | 200 | 5.0% |
| 5 | 101 | 2.5% |
| 8 | 100 | 2.5% |
| Other values (3) | 300 | 7.5% |
timestamp
Date
| Distinct | 172 |
|---|---|
| Distinct (%) | 34.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.0 KiB |
| Minimum | 2024-01-03 00:00:00 |
|---|---|
| Maximum | 2024-08-12 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
latitude
Real number (ℝ)
Unique 
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.442473 |
| Minimum | 10.004243 |
|---|---|
| Maximum | 34.981531 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 10.004243 |
|---|---|
| 5-th percentile | 11.350755 |
| Q1 | 16.263202 |
| median | 21.981743 |
| Q3 | 28.528948 |
| 95-th percentile | 33.742587 |
| Maximum | 34.981531 |
| Range | 24.977288 |
| Interquartile range (IQR) | 12.265746 |
Descriptive statistics
| Standard deviation | 7.2834918 |
|---|---|
| Coefficient of variation (CV) | 0.32454052 |
| Kurtosis | -1.2280997 |
| Mean | 22.442473 |
| Median Absolute Deviation (MAD) | 6.186541 |
| Skewness | 0.028356492 |
| Sum | 11221.237 |
| Variance | 53.049253 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13.455532 | 1 | 0.2% |
| 14.970941 | 1 | 0.2% |
| 16.613022 | 1 | 0.2% |
| 19.503156 | 1 | 0.2% |
| 13.307395 | 1 | 0.2% |
| 28.231214 | 1 | 0.2% |
| 33.941965 | 1 | 0.2% |
| 32.524945 | 1 | 0.2% |
| 17.482124 | 1 | 0.2% |
| 18.213795 | 1 | 0.2% |
| Other values (490) | 490 |
| Value | Count | Frequency (%) |
| 10.004243 | 1 | |
| 10.066893 | 1 | |
| 10.102747 | 1 | |
| 10.116728 | 1 | |
| 10.129536 | 1 | |
| 10.130335 | 1 | |
| 10.1331 | 1 | |
| 10.141128 | 1 | |
| 10.241808 | 1 | |
| 10.296576 | 1 |
| Value | Count | Frequency (%) |
| 34.981531 | 1 | |
| 34.899235 | 1 | |
| 34.811812 | 1 | |
| 34.806428 | 1 | |
| 34.774651 | 1 | |
| 34.672063 | 1 | |
| 34.589477 | 1 | |
| 34.533387 | 1 | |
| 34.52048 | 1 | |
| 34.395988 | 1 |
longitude
Real number (ℝ)
Unique 
| Distinct | 500 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.392248 |
| Minimum | 70.020021 |
|---|---|
| Maximum | 89.991901 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 70.020021 |
|---|---|
| 5-th percentile | 70.970664 |
| Q1 | 75.374713 |
| median | 80.650284 |
| Q3 | 85.654629 |
| 95-th percentile | 89.123329 |
| Maximum | 89.991901 |
| Range | 19.97188 |
| Interquartile range (IQR) | 10.279917 |
Descriptive statistics
| Standard deviation | 5.9106641 |
|---|---|
| Coefficient of variation (CV) | 0.073522812 |
| Kurtosis | -1.2461011 |
| Mean | 80.392248 |
| Median Absolute Deviation (MAD) | 5.157479 |
| Skewness | -0.070052765 |
| Sum | 40196.124 |
| Variance | 34.93595 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 88.880605 | 1 | 0.2% |
| 82.997689 | 1 | 0.2% |
| 70.869009 | 1 | 0.2% |
| 79.068206 | 1 | 0.2% |
| 70.767329 | 1 | 0.2% |
| 73.737205 | 1 | 0.2% |
| 85.854259 | 1 | 0.2% |
| 73.20625 | 1 | 0.2% |
| 78.566829 | 1 | 0.2% |
| 77.077855 | 1 | 0.2% |
| Other values (490) | 490 |
| Value | Count | Frequency (%) |
| 70.020021 | 1 | |
| 70.105024 | 1 | |
| 70.117979 | 1 | |
| 70.13146 | 1 | |
| 70.257953 | 1 | |
| 70.277518 | 1 | |
| 70.328707 | 1 | |
| 70.353408 | 1 | |
| 70.358304 | 1 | |
| 70.429646 | 1 |
| Value | Count | Frequency (%) |
| 89.991901 | 1 | |
| 89.97974 | 1 | |
| 89.974564 | 1 | |
| 89.954055 | 1 | |
| 89.874704 | 1 | |
| 89.812315 | 1 | |
| 89.801528 | 1 | |
| 89.692255 | 1 | |
| 89.673368 | 1 | |
| 89.672164 | 1 |
NDVI_index
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 12.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.60206 |
| Minimum | 0.3 |
|---|---|
| Maximum | 0.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.0 KiB |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 0.33 |
| Q1 | 0.4475 |
| median | 0.61 |
| Q3 | 0.75 |
| 95-th percentile | 0.87 |
| Maximum | 0.9 |
| Range | 0.6 |
| Interquartile range (IQR) | 0.3025 |
Descriptive statistics
| Standard deviation | 0.17540208 |
|---|---|
| Coefficient of variation (CV) | 0.29133654 |
| Kurtosis | -1.2385683 |
| Mean | 0.60206 |
| Median Absolute Deviation (MAD) | 0.15 |
| Skewness | -0.053378108 |
| Sum | 301.03 |
| Variance | 0.030765888 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.59 | 15 | 3.0% |
| 0.74 | 13 | 2.6% |
| 0.35 | 13 | 2.6% |
| 0.76 | 13 | 2.6% |
| 0.38 | 12 | 2.4% |
| 0.41 | 12 | 2.4% |
| 0.66 | 12 | 2.4% |
| 0.88 | 12 | 2.4% |
| 0.47 | 12 | 2.4% |
| 0.68 | 12 | 2.4% |
| Other values (51) | 374 |
| Value | Count | Frequency (%) |
| 0.3 | 7 | |
| 0.31 | 5 | 1.0% |
| 0.32 | 4 | 0.8% |
| 0.33 | 10 | |
| 0.34 | 9 | |
| 0.35 | 13 | |
| 0.36 | 7 | |
| 0.37 | 10 | |
| 0.38 | 12 | |
| 0.39 | 11 |
| Value | Count | Frequency (%) |
| 0.9 | 5 | |
| 0.89 | 5 | |
| 0.88 | 12 | |
| 0.87 | 7 | |
| 0.86 | 10 | |
| 0.85 | 10 | |
| 0.84 | 7 | |
| 0.83 | 11 | |
| 0.82 | 5 | |
| 0.81 | 6 |
crop_disease_status
Categorical
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 130 |
| Missing (%) | 26.0% |
| Memory size | 4.0 KiB |
| Severe | |
|---|---|
| Mild | |
| Moderate |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.9297297 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mild |
|---|---|
| 2nd row | Mild |
| 3rd row | Severe |
| 4th row | Mild |
| 5th row | Mild |
Common Values
| Value | Count | Frequency (%) |
| Severe | 133 | |
| Mild | 125 | |
| Moderate | 112 | |
| (Missing) | 130 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| severe | 133 | |
| mild | 125 | |
| moderate | 112 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 623 | |
| r | 245 | 11.2% |
| M | 237 | 10.8% |
| d | 237 | 10.8% |
| S | 133 | 6.1% |
| v | 133 | 6.1% |
| i | 125 | 5.7% |
| l | 125 | 5.7% |
| o | 112 | 5.1% |
| a | 112 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2194 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 623 | |
| r | 245 | 11.2% |
| M | 237 | 10.8% |
| d | 237 | 10.8% |
| S | 133 | 6.1% |
| v | 133 | 6.1% |
| i | 125 | 5.7% |
| l | 125 | 5.7% |
| o | 112 | 5.1% |
| a | 112 | 5.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2194 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 623 | |
| r | 245 | 11.2% |
| M | 237 | 10.8% |
| d | 237 | 10.8% |
| S | 133 | 6.1% |
| v | 133 | 6.1% |
| i | 125 | 5.7% |
| l | 125 | 5.7% |
| o | 112 | 5.1% |
| a | 112 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2194 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 623 | |
| r | 245 | 11.2% |
| M | 237 | 10.8% |
| d | 237 | 10.8% |
| S | 133 | 6.1% |
| v | 133 | 6.1% |
| i | 125 | 5.7% |
| l | 125 | 5.7% |
| o | 112 | 5.1% |
| a | 112 | 5.1% |
Interactions
Correlations
| NDVI_index | crop_disease_status | crop_type | fertilizer_type | humidity_% | irrigation_type | latitude | longitude | pesticide_usage_ml | rainfall_mm | region | soil_moisture_% | soil_pH | sunlight_hours | temperature_C | total_days | yield_kg_per_hectare | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NDVI_index | 1.000 | 0.093 | 0.044 | 0.000 | -0.026 | 0.019 | -0.034 | -0.094 | 0.016 | 0.094 | 0.028 | -0.013 | 0.093 | 0.000 | -0.036 | -0.070 | 0.037 |
| crop_disease_status | 0.093 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.077 | 0.049 | 0.000 | 0.086 | 0.000 | 0.000 | 0.079 | 0.081 | 0.000 | 0.000 | 0.148 |
| crop_type | 0.044 | 0.000 | 1.000 | 0.075 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.074 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| fertilizer_type | 0.000 | 0.000 | 0.075 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.082 | 0.000 |
| humidity_% | -0.026 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | -0.018 | 0.012 | 0.030 | -0.023 | 0.009 | 0.008 | 0.004 | 0.015 | -0.029 | -0.015 | 0.042 |
| irrigation_type | 0.019 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.121 | 0.000 | 0.000 | 0.086 | 0.000 | 0.000 | 0.051 | 0.000 | 0.031 |
| latitude | -0.034 | 0.077 | 0.000 | 0.000 | -0.018 | 0.000 | 1.000 | -0.026 | -0.142 | 0.066 | 0.075 | -0.016 | -0.046 | -0.025 | 0.050 | 0.044 | -0.039 |
| longitude | -0.094 | 0.049 | 0.049 | 0.000 | 0.012 | 0.000 | -0.026 | 1.000 | 0.049 | -0.008 | 0.000 | 0.015 | -0.014 | -0.004 | 0.037 | -0.007 | 0.026 |
| pesticide_usage_ml | 0.016 | 0.000 | 0.000 | 0.000 | 0.030 | 0.121 | -0.142 | 0.049 | 1.000 | 0.011 | 0.000 | 0.017 | -0.194 | 0.002 | 0.022 | 0.039 | 0.043 |
| rainfall_mm | 0.094 | 0.086 | 0.074 | 0.000 | -0.023 | 0.000 | 0.066 | -0.008 | 0.011 | 1.000 | 0.000 | 0.052 | -0.057 | 0.004 | 0.028 | -0.026 | -0.081 |
| region | 0.028 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.075 | 0.000 | 0.000 | 0.000 | 1.000 | 0.083 | 0.070 | 0.076 | 0.060 | 0.023 | 0.000 |
| soil_moisture_% | -0.013 | 0.000 | 0.000 | 0.000 | 0.008 | 0.086 | -0.016 | 0.015 | 0.017 | 0.052 | 0.083 | 1.000 | 0.005 | 0.058 | 0.039 | 0.008 | -0.063 |
| soil_pH | 0.093 | 0.079 | 0.000 | 0.000 | 0.004 | 0.000 | -0.046 | -0.014 | -0.194 | -0.057 | 0.070 | 0.005 | 1.000 | -0.020 | 0.029 | 0.020 | 0.025 |
| sunlight_hours | 0.000 | 0.081 | 0.000 | 0.000 | 0.015 | 0.000 | -0.025 | -0.004 | 0.002 | 0.004 | 0.076 | 0.058 | -0.020 | 1.000 | 0.002 | -0.009 | 0.019 |
| temperature_C | -0.036 | 0.000 | 0.000 | 0.000 | -0.029 | 0.051 | 0.050 | 0.037 | 0.022 | 0.028 | 0.060 | 0.039 | 0.029 | 0.002 | 1.000 | 0.049 | 0.025 |
| total_days | -0.070 | 0.000 | 0.000 | 0.082 | -0.015 | 0.000 | 0.044 | -0.007 | 0.039 | -0.026 | 0.023 | 0.008 | 0.020 | -0.009 | 0.049 | 1.000 | -0.008 |
| yield_kg_per_hectare | 0.037 | 0.148 | 0.000 | 0.000 | 0.042 | 0.031 | -0.039 | 0.026 | 0.043 | -0.081 | 0.000 | -0.063 | 0.025 | 0.019 | 0.025 | -0.008 | 1.000 |
Missing values
Sample
| farm_id | region | crop_type | soil_moisture_% | soil_pH | temperature_C | rainfall_mm | humidity_% | sunlight_hours | irrigation_type | fertilizer_type | pesticide_usage_ml | sowing_date | harvest_date | total_days | yield_kg_per_hectare | sensor_id | timestamp | latitude | longitude | NDVI_index | crop_disease_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | FARM0001 | North India | Wheat | 35.95 | 5.99 | 17.79 | 75.62 | 77.03 | 7.27 | NaN | Organic | 6.34 | 2024-01-08 | 2024-05-09 | 122 | 4408.07 | SENS0001 | 2024-03-19 | 14.970941 | 82.997689 | 0.63 | Mild |
| 1 | FARM0002 | South USA | Soybean | 19.74 | 7.24 | 30.18 | 89.91 | 61.13 | 5.67 | Sprinkler | Inorganic | 9.60 | 2024-02-04 | 2024-05-26 | 112 | 5389.98 | SENS0002 | 2024-04-21 | 16.613022 | 70.869009 | 0.58 | NaN |
| 2 | FARM0003 | South USA | Wheat | 29.32 | 7.16 | 27.37 | 265.43 | 68.87 | 8.23 | Drip | Mixed | 15.26 | 2024-02-03 | 2024-06-26 | 144 | 2931.16 | SENS0003 | 2024-02-28 | 19.503156 | 79.068206 | 0.80 | Mild |
| 3 | FARM0004 | Central USA | Maize | 17.33 | 6.03 | 33.73 | 212.01 | 70.46 | 5.03 | Sprinkler | Organic | 25.80 | 2024-02-21 | 2024-07-04 | 134 | 4227.80 | SENS0004 | 2024-05-14 | 31.071298 | 85.519998 | 0.44 | NaN |
| 4 | FARM0005 | Central USA | Cotton | 19.37 | 5.92 | 33.86 | 269.09 | 55.73 | 7.93 | NaN | Mixed | 25.65 | 2024-02-05 | 2024-05-20 | 105 | 4979.96 | SENS0005 | 2024-04-13 | 16.568540 | 81.691720 | 0.84 | Severe |
| 5 | FARM0006 | Central USA | Rice | 44.91 | 5.78 | 24.87 | 238.95 | 83.06 | 4.92 | Sprinkler | Mixed | 24.00 | 2024-01-13 | 2024-05-06 | 114 | 4383.55 | SENS0006 | 2024-03-12 | 23.227859 | 89.421568 | 0.82 | NaN |
| 6 | FARM0007 | North India | Soybean | 36.28 | 7.04 | 21.80 | 123.38 | 47.91 | 4.02 | Manual | Mixed | 39.29 | 2024-03-04 | 2024-07-27 | 145 | 4501.20 | SENS0007 | 2024-07-11 | 25.224255 | 73.056785 | 0.76 | NaN |
| 7 | FARM0008 | East Africa | Maize | 27.10 | 5.72 | 22.26 | 296.33 | 80.34 | 5.44 | Sprinkler | Mixed | 47.61 | 2024-01-24 | 2024-05-24 | 121 | 5264.09 | SENS0008 | 2024-04-30 | 23.317654 | 72.515210 | 0.70 | Mild |
| 8 | FARM0009 | Central USA | Soybean | 40.54 | 6.35 | 19.24 | 184.82 | 76.50 | 5.21 | Manual | Inorganic | 49.78 | 2024-03-12 | 2024-07-08 | 118 | 5598.46 | SENS0009 | 2024-05-08 | 13.025105 | 74.493947 | 0.50 | Mild |
| 9 | FARM0010 | East Africa | Rice | 10.25 | 6.92 | 16.18 | 66.85 | 41.57 | 5.98 | Sprinkler | Inorganic | 35.10 | 2024-01-18 | 2024-04-25 | 98 | 4893.41 | SENS0010 | 2024-03-31 | 24.405291 | 74.859945 | 0.58 | Severe |
| farm_id | region | crop_type | soil_moisture_% | soil_pH | temperature_C | rainfall_mm | humidity_% | sunlight_hours | irrigation_type | fertilizer_type | pesticide_usage_ml | sowing_date | harvest_date | total_days | yield_kg_per_hectare | sensor_id | timestamp | latitude | longitude | NDVI_index | crop_disease_status | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 490 | FARM0491 | East Africa | Soybean | 19.06 | 7.20 | 20.93 | 117.13 | 45.96 | 5.34 | Sprinkler | Inorganic | 6.76 | 2024-01-09 | 2024-06-06 | 149 | 2531.89 | SENS0491 | 2024-01-22 | 26.060328 | 74.980161 | 0.79 | NaN |
| 491 | FARM0492 | North India | Maize | 32.14 | 7.44 | 21.49 | 286.61 | 84.20 | 5.58 | Sprinkler | Inorganic | 45.43 | 2024-02-11 | 2024-05-14 | 93 | 4503.82 | SENS0492 | 2024-02-12 | 30.598295 | 74.385592 | 0.88 | Mild |
| 492 | FARM0493 | Central USA | Wheat | 28.81 | 7.46 | 30.56 | 245.13 | 45.32 | 8.47 | NaN | Mixed | 16.58 | 2024-03-21 | 2024-07-27 | 128 | 4203.51 | SENS0493 | 2024-07-12 | 15.515976 | 75.375870 | 0.65 | Severe |
| 493 | FARM0494 | South India | Cotton | 18.11 | 6.95 | 22.37 | 275.54 | 44.68 | 5.09 | Sprinkler | Organic | 13.50 | 2024-02-24 | 2024-06-04 | 101 | 4590.26 | SENS0494 | 2024-02-26 | 17.754006 | 87.705061 | 0.79 | Mild |
| 494 | FARM0495 | North India | Rice | 12.52 | 5.99 | 33.18 | 292.60 | 45.01 | 7.16 | Drip | Mixed | 9.49 | 2024-02-01 | 2024-05-08 | 97 | 5306.25 | SENS0495 | 2024-05-08 | 30.762928 | 88.693555 | 0.38 | NaN |
| 495 | FARM0496 | Central USA | Rice | 42.85 | 6.70 | 30.85 | 52.35 | 79.58 | 7.25 | Manual | Mixed | 8.82 | 2024-01-16 | 2024-06-02 | 138 | 4251.40 | SENS0496 | 2024-05-08 | 30.386623 | 76.147700 | 0.59 | Mild |
| 496 | FARM0497 | North India | Soybean | 34.22 | 6.75 | 17.46 | 256.23 | 45.14 | 5.78 | NaN | Organic | 5.05 | 2024-01-01 | 2024-04-14 | 104 | 3708.54 | SENS0497 | 2024-01-19 | 18.832748 | 75.736924 | 0.85 | Severe |
| 497 | FARM0498 | North India | Cotton | 15.93 | 5.72 | 17.03 | 288.96 | 57.87 | 7.69 | Drip | Inorganic | 46.55 | 2024-01-02 | 2024-05-09 | 128 | 2604.41 | SENS0498 | 2024-04-20 | 23.262016 | 81.992230 | 0.71 | Mild |
| 498 | FARM0499 | Central USA | Soybean | 38.61 | 6.20 | 17.08 | 279.06 | 73.09 | 9.60 | Drip | Organic | 43.78 | 2024-01-25 | 2024-06-04 | 131 | 2586.36 | SENS0499 | 2024-03-02 | 19.764989 | 84.426869 | 0.77 | Severe |
| 499 | FARM0500 | North India | Wheat | 30.22 | 7.42 | 20.57 | 72.61 | 89.74 | 5.09 | NaN | Inorganic | 19.37 | 2024-02-16 | 2024-06-29 | 134 | 5891.40 | SENS0500 | 2024-05-11 | 13.455532 | 88.880605 | 0.85 | Severe |